---

name: highlight-finder description: Analyze transcripts to identify the most engaging, quotable, or viral-worthy segments for short video clips.

Highlight Finder

This skill analyzes video transcripts to identify the best segments for creating engaging short videos.

When to Use This Skill

• After transcription is complete
• Want to find the best clips automatically
• Looking for viral-worthy moments
• Need help selecting which parts to extract

What This Skill Does

1. Analyze Content: Reviews transcript for engagement signals
2. Score Segments: Rates segments by viral potential
3. Find Hooks: Identifies strong opening statements
4. Detect Patterns: Finds stories, insights, quotes, humor

How to Use

Find All Highlights

Find the best clips from: ./output/transcripts/VIDEO_ID.json

With Specific Focus

Find the funniest moments in the video
Find educational segments under 60 seconds
Find controversial or opinion statements

Instructions

When analyzing for highlights:

Step 1: Load Transcript

cat ./output/transcripts/VIDEO_ID.json

Step 2: Analyze Content

Look for these engagement signals:

Strong Hooks (Great for video openings):

• Questions that provoke curiosity
• Surprising statements or statistics
• Controversial opinions
• "Secret" or "tip" language
• Personal stories beginning

High-Value Segments:

• Clear, actionable advice
• Relatable experiences
• Emotional moments
• Humor and wit
• Unique insights

Segment Criteria:

• Self-contained (doesn't require context)
• 15-60 seconds in length
• Clear audio (no overlapping speech)
• Strong start and natural end

Step 3: Score and Rank

Rate each potential clip:

• Hook Strength: 1-10 (how attention-grabbing is the start?)
• Content Value: 1-10 (how useful/entertaining?)
• Standalone Score: 1-10 (works without context?)
• Shareability: 1-10 (would people share this?)

Step 4: Present Recommendations

## 🎯 Top Clip Recommendations

### Clip 1: "The Secret to..." (⭐ Score: 9.2/10)
**Timestamp**: 02:34 - 03:15 (41 seconds)
**Hook**: "Nobody tells you this, but..."
**Why it works**: Strong curiosity hook + actionable advice
**Transcript preview**:
> "Nobody tells you this, but the real secret to productivity isn't about working harder..."

---

### Clip 2: "Personal Story" (⭐ Score: 8.7/10)
**Timestamp**: 08:12 - 09:01 (49 seconds)
**Hook**: "When I first started, I made this huge mistake..."
**Why it works**: Relatable failure story + lesson learned
**Transcript preview**:
> "When I first started, I made this huge mistake that cost me everything..."

---

### Clip 3: "Hot Take" (⭐ Score: 8.5/10)
**Timestamp**: 15:22 - 16:05 (43 seconds)
**Hook**: "Here's why everyone is wrong about..."
**Why it works**: Controversial opinion + generates discussion
**Transcript preview**:
> "Here's why everyone is wrong about remote work..."

---

## Summary

| # | Timestamp | Duration | Hook Type | Score |
|---|-----------|----------|-----------|-------|
| 1 | 02:34-03:15 | 41s | Curiosity | 9.2 |
| 2 | 08:12-09:01 | 49s | Story | 8.7 |
| 3 | 15:22-16:05 | 43s | Controversy | 8.5 |

**Next step**: Tell me which clip(s) you want to create, or say "create all" to generate all recommended shorts.

Output

Saves analysis to: ./output/transcripts/{video_id}_highlights.json

{
  "video_id": "VIDEO_ID",
  "analyzed_at": "2024-01-01T12:00:00Z",
  "total_duration": 600,
  "highlights": [
    {
      "rank": 1,
      "start": 154,
      "end": 195,
      "duration": 41,
      "hook_type": "curiosity",
      "score": 9.2,
      "transcript": "Nobody tells you this...",
      "recommended": true
    }
  ]
}

Engagement Patterns to Look For

1. The Hook: Questions, surprises, promises
2. The Story: Personal anecdotes, transformations
3. The Insight: Unique perspectives, "aha" moments
4. The List: Tips, steps, frameworks
5. The Quote: Memorable one-liners
6. The Emotion: Humor, inspiration, controversy